Fast numerical simulations can be achieved through parameter optimization using machine learning!
In the analysis of products dealing with fluids, structures, electromagnetic fields, etc., through numerical simulations of partial differential equations, a significant challenge is the long computation time. By using machine learning techniques, it is possible to significantly reduce computation time. Additionally, by executing simulations that have traditionally been performed on CPUs on GPUs, a speedup of up to 100 times can be achieved in the best case. 【Technical Details】 ■ Development of Faiss's machine learning-friendly numerical simulation algorithm for acceleration - By appropriately setting several parameters of the numerical simulation algorithms that have been traditionally used, we have developed an algorithm that can accelerate without compromising the conventional accuracy. - Fast numerical simulations can be realized through parameter optimization using machine learning. ■ Execution of numerical simulations on GPUs - By executing simulations that have traditionally been performed on CPUs on GPUs, a speedup of up to 100 times can be achieved in the best case. *For more details, please download the PDF or feel free to contact us.
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【Goal Image】 ■Reduction of lead time in the design phase of manufacturing industries ・By enabling fast numerical simulations of partial differential equations, it is possible to reduce design man-hours. *For more details, please download the PDF or feel free to contact us.
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Smart Group provides a diverse range of high-quality IT services to customers in the manufacturing industry, particularly in the automotive sector, with "ENGINEERING × VISUALIZATION" as its core competence. Leveraging the group's comprehensive capabilities, we pride ourselves on our ability to flexibly respond to various needs while aiming to enrich future living and actively challenging new fields. ■ Smartscape Inc. Engaged in the development of information systems that support design, manufacturing, production, and sales, as well as the development and sale of products characterized by efficiency tools, IoT, AI development, UI/UX design development, and 3D technology. ■ Smart Engineer Inc. Offers system service business that stably supports IT infrastructure and a new technology development business represented by content production using 3DCG, the metaverse, and XR. ■ Smart Implement Inc. Provides engineering services that demonstrate high technical capabilities in areas such as vehicle control system development.
